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<div class="textblock"><code>#include &quot;<a class="el" href="helpers_8h_source.xhtml">helpers.h</a>&quot;</code><br/>
</div>
<p><a href="batchnormalization__layer_8cl_source.xhtml">Go to the source code of this file.</a></p>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="define-members"></a>
Macros</h2></td></tr>
<tr class="memitem:aebbeb1f22eca3a3f4c3e019e8f419f39"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(a, b)&#160;&#160;&#160;((a) + (b))</td></tr>
<tr class="separator:aebbeb1f22eca3a3f4c3e019e8f419f39"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad778425e4131c4731f17d7e6e3499a07"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(a, b)&#160;&#160;&#160;((a) - (b))</td></tr>
<tr class="separator:ad778425e4131c4731f17d7e6e3499a07"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad3cc858846806e6b1d3694b9d0a2e6da"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(a, b)&#160;&#160;&#160;((a) * (b))</td></tr>
<tr class="separator:ad3cc858846806e6b1d3694b9d0a2e6da"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:acbe0869c7899bc8d9f0e91a6249fa970"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a>(a)&#160;&#160;&#160;rsqrt((a))</td></tr>
<tr class="separator:acbe0869c7899bc8d9f0e91a6249fa970"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a107d847044e677b01e9bd3d5251b39d9"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(a)&#160;&#160;&#160;(a)</td></tr>
<tr class="separator:a107d847044e677b01e9bd3d5251b39d9"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
Functions</h2></td></tr>
<tr class="memitem:a38320a1607c05acba75c51c0fb3aec38"><td class="memItemLeft" align="right" valign="top">__kernel void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#a38320a1607c05acba75c51c0fb3aec38">batchnormalization_layer</a> (__global uchar *input_ptr, uint input_stride_x, uint input_step_x, uint input_stride_y, uint input_step_y, uint input_stride_z, uint input_step_z, uint input_offset_first_element_in_bytes, __global uchar *output_ptr, uint output_stride_x, uint output_step_x, uint output_stride_y, uint output_step_y, uint output_stride_z, uint output_step_z, uint output_offset_first_element_in_bytes, __global uchar *mean_ptr, uint mean_stride_x, uint mean_step_x, uint mean_offset_first_element_in_bytes, __global uchar *var_ptr, uint var_stride_x, uint var_step_x, uint var_offset_first_element_in_bytes, __global uchar *beta_ptr, uint beta_stride_x, uint beta_step_x, uint beta_offset_first_element_in_bytes, __global uchar *gamma_ptr, uint gamma_stride_x, uint gamma_step_x, uint gamma_offset_first_element_in_bytes, float epsilon)</td></tr>
<tr class="memdesc:a38320a1607c05acba75c51c0fb3aec38"><td class="mdescLeft">&#160;</td><td class="mdescRight">Apply batch normalization.  <a href="#a38320a1607c05acba75c51c0fb3aec38">More...</a><br/></td></tr>
<tr class="separator:a38320a1607c05acba75c51c0fb3aec38"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table>
<h2 class="groupheader">Macro Definition Documentation</h2>
<a class="anchor" id="aebbeb1f22eca3a3f4c3e019e8f419f39"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">#define ADD_OP</td>
          <td>(</td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">a, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">b&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td>&#160;&#160;&#160;((a) + (b))</td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00037">37</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>

</div>
</div>
<a class="anchor" id="acbe0869c7899bc8d9f0e91a6249fa970"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">#define INVSQRT_OP</td>
          <td>(</td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">a</td><td>)</td>
          <td>&#160;&#160;&#160;rsqrt((a))</td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00040">40</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>

</div>
</div>
<a class="anchor" id="ad3cc858846806e6b1d3694b9d0a2e6da"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">#define MUL_OP</td>
          <td>(</td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">a, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">b&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td>&#160;&#160;&#160;((a) * (b))</td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00039">39</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>

</div>
</div>
<a class="anchor" id="a107d847044e677b01e9bd3d5251b39d9"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">#define SQCVT_SAT</td>
          <td>(</td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">a</td><td>)</td>
          <td>&#160;&#160;&#160;(a)</td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00041">41</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>

</div>
</div>
<a class="anchor" id="ad778425e4131c4731f17d7e6e3499a07"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">#define SUB_OP</td>
          <td>(</td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">a, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">&#160;</td>
          <td class="paramname">b&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td>&#160;&#160;&#160;((a) - (b))</td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00038">38</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>

</div>
</div>
<h2 class="groupheader">Function Documentation</h2>
<a class="anchor" id="a38320a1607c05acba75c51c0fb3aec38"></a>
<div class="memitem">
<div class="memproto">
      <table class="memname">
        <tr>
          <td class="memname">__kernel void batchnormalization_layer </td>
          <td>(</td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>input_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_stride_y</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_step_y</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_stride_z</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_step_z</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>input_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>output_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_stride_y</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_step_y</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_stride_z</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_step_z</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>output_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>mean_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>mean_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>mean_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>mean_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>var_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>var_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>var_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>var_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>beta_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>beta_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>beta_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>beta_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">__global uchar *&#160;</td>
          <td class="paramname"><em>gamma_ptr</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>gamma_stride_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>gamma_step_x</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">uint&#160;</td>
          <td class="paramname"><em>gamma_offset_first_element_in_bytes</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">float&#160;</td>
          <td class="paramname"><em>epsilon</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td></td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Apply batch normalization. </p>
<dl class="params"><dt>Parameters</dt><dd>
  <table class="params">
    <tr><td class="paramdir">[in]</td><td class="paramname">input_ptr</td><td>Pointer to the first source tensor. Supported data types: QS8/QS16/F16/F32 </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_x</td><td>Stride of the first source tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_step_x</td><td>input_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_y</td><td>Stride of the first source tensor in Y dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_step_y</td><td>input_stride_y * number of elements along Y processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_z</td><td>Stride of the first source tensor in Z dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_step_z</td><td>input_stride_z * number of elements along Z processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">input_offset_first_element_in_bytes</td><td>The offset of the first element in the first source tensor </td></tr>
    <tr><td class="paramdir">[out]</td><td class="paramname">output_ptr</td><td>Pointer to the destination tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_x</td><td>Stride of the destination tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_step_x</td><td>output_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_y</td><td>Stride of the destination tensor in Y dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_step_y</td><td>output_stride_y * number of elements along Y processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_z</td><td>Stride of the destination tensor in Z dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_step_z</td><td>output_stride_z * number of elements along Z processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">output_offset_first_element_in_bytes</td><td>The offset of the first element in the destination tensor </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">mean_ptr</td><td>Pointer to the mean source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">mean_stride_x</td><td>Stride of the mean source tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">mean_step_x</td><td>mean_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">mean_offset_first_element_in_bytes</td><td>The offset of the first element in the mean source tensor </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">var_ptr</td><td>Pointer to the var tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">var_stride_x</td><td>Stride of the var tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">var_step_x</td><td>var_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">var_offset_first_element_in_bytes</td><td>The offset of the first element in the var source tensor </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">beta_ptr</td><td>Pointer to the beta source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">beta_stride_x</td><td>Stride of the beta source tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">beta_step_x</td><td>beta_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">beta_offset_first_element_in_bytes</td><td>The offset of the first element in the beta source tensor </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">gamma_ptr</td><td>Pointer to the gamma source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">gamma_stride_x</td><td>Stride of the gamma source tensor in X dimension (in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">gamma_step_x</td><td>gamma_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">gamma_offset_first_element_in_bytes</td><td>The offset of the first element in the gamma source tensor </td></tr>
    <tr><td class="paramdir">[in]</td><td class="paramname">epsilon</td><td>Epsilon parameter in the batch normalization equation </td></tr>
  </table>
  </dd>
</dl>

<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">81</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>

<p>References <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00037">ADD_OP</a>, <a class="el" href="helpers_8h_source.xhtml#l00111">CONVERT_TO_TENSOR3D_STRUCT</a>, <a class="el" href="helpers_8h_source.xhtml#l00090">CONVERT_TO_VECTOR_STRUCT</a>, <a class="el" href="convolution3x3_8cl_source.xhtml#l00027">DATA_TYPE</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00040">INVSQRT_OP</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00039">MUL_OP</a>, <a class="el" href="helpers_8h_source.xhtml#l00128">Vector::ptr</a>, <a class="el" href="helpers_8h_source.xhtml#l00145">Tensor3D::ptr</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00041">SQCVT_SAT</a>, <a class="el" href="helpers_8h_source.xhtml#l00130">Vector::stride_x</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00038">SUB_OP</a>, <a class="el" href="fixed__point_8h_source.xhtml#l00093">VEC_DATA_TYPE</a>, <a class="el" href="helpers_8h_source.xhtml#l00037">VLOAD</a>, and <a class="el" href="helpers_8h_source.xhtml#l00040">VSTORE</a>.</p>
<div class="fragment"><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;{</div>
<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> in = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;<span class="preprocessor">#ifdef IN_PLACE</span></div>
<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;<span class="preprocessor"></span>    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = in;</div>
<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;<span class="preprocessor">#else  </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div>
<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;<span class="preprocessor"></span>    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div>
<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="preprocessor"></span>    <a class="code" href="struct_vector.xhtml">Vector</a> mean  = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(mean);</div>
<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> var   = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(var);</div>
<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> beta  = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(beta);</div>
<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> gamma = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(gamma);</div>
<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div>
<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div>
<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;    data = 0;</div>
<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div>
<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;    denominator = 0;</div>
<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div>
<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    numerator = 0;</div>
<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div>
<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    x_bar = 0;</div>
<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div>
<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    gamma_vec = 0;</div>
<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div>
<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    beta_vec = 0;</div>
<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;</div>
<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    const <span class="keywordtype">int</span> current_slice = get_global_id(2);</div>
<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;</div>
<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    data        = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)in.ptr);</div>
<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    denominator = *((__global DATA_TYPE *)(var.ptr + current_slice * var.stride_x));</div>
<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    denominator = <a class="code" href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a>(<a class="code" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(denominator, ((<a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE))<a class="code" href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(epsilon))));</div>
<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div>
<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <span class="comment">// Calculate x bar and store results</span></div>
<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    numerator = *((__global DATA_TYPE *)(mean.ptr + current_slice * mean.stride_x));</div>
<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    numerator = <a class="code" href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(data, numerator);</div>
<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    x_bar     = <a class="code" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(numerator, denominator);</div>
<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div>
<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    gamma_vec = *((__global DATA_TYPE *)(gamma.ptr + current_slice * beta.stride_x));</div>
<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    beta_vec  = *((__global DATA_TYPE *)(beta.ptr + current_slice * beta.stride_x));</div>
<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div>
<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div>
<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    (<a class="code" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(<a class="code" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(gamma_vec, x_bar), beta_vec), 0, (__global DATA_TYPE *)out.ptr);</div>
<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;}</div>
<div class="ttc" id="struct_vector_xhtml"><div class="ttname"><a href="struct_vector.xhtml">Vector</a></div><div class="ttdoc">Structure to hold Vector information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00126">helpers.h:126</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a287e2fc366c312b468382c95bb90f91f"><div class="ttname"><a href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a></div><div class="ttdeci">#define VLOAD(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00037">helpers.h:37</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a31c8c760f08fb1a331b16b7c204321dc"><div class="ttname"><a href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_TENSOR3D_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00111">helpers.h:111</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a527bfdf5eeb306f1cf01c4a8e29f38e0"><div class="ttname"><a href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00090">helpers.h:90</a></div></div>
<div class="ttc" id="convolution3x3_8cl_xhtml_afb8c72ce35c4a1f4a2588d6573e54aa1"><div class="ttname"><a href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a></div><div class="ttdeci">#define DATA_TYPE</div><div class="ttdef"><b>Definition:</b> <a href="convolution3x3_8cl_source.xhtml#l00027">convolution3x3.cl:27</a></div></div>
<div class="ttc" id="batchnormalization__layer_8cl_xhtml_ad778425e4131c4731f17d7e6e3499a07"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a></div><div class="ttdeci">#define SUB_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00038">batchnormalization_layer.cl:38</a></div></div>
<div class="ttc" id="struct_tensor3_d_xhtml"><div class="ttname"><a href="struct_tensor3_d.xhtml">Tensor3D</a></div><div class="ttdoc">Structure to hold 3D tensor information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00143">helpers.h:143</a></div></div>
<div class="ttc" id="batchnormalization__layer_8cl_xhtml_acbe0869c7899bc8d9f0e91a6249fa970"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a></div><div class="ttdeci">#define INVSQRT_OP(a)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00040">batchnormalization_layer.cl:40</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_acb282042d1edeeaa3cc979a206f78b54"><div class="ttname"><a href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a></div><div class="ttdeci">#define VSTORE(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00040">helpers.h:40</a></div></div>
<div class="ttc" id="batchnormalization__layer_8cl_xhtml_ad3cc858846806e6b1d3694b9d0a2e6da"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a></div><div class="ttdeci">#define MUL_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00039">batchnormalization_layer.cl:39</a></div></div>
<div class="ttc" id="batchnormalization__layer_8cl_xhtml_aebbeb1f22eca3a3f4c3e019e8f419f39"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a></div><div class="ttdeci">#define ADD_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00037">batchnormalization_layer.cl:37</a></div></div>
<div class="ttc" id="fixed__point_8h_xhtml_a36f754c05b6fddf6df0d8d0a74f8159f"><div class="ttname"><a href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a></div><div class="ttdeci">#define VEC_DATA_TYPE(type, size)</div><div class="ttdef"><b>Definition:</b> <a href="fixed__point_8h_source.xhtml#l00093">fixed_point.h:93</a></div></div>
<div class="ttc" id="batchnormalization__layer_8cl_xhtml_a107d847044e677b01e9bd3d5251b39d9"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a></div><div class="ttdeci">#define SQCVT_SAT(a)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00041">batchnormalization_layer.cl:41</a></div></div>
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